1
|
Viz-Lasheras S, Gómez-Carballa A, Bello X, Rivero-Calle I, Dacosta AI, Kaforou M, Habgood-Coote D, Cunnington AJ, Emonts M, Herberg JA, Wright VJ, Carrol ED, Paulus SC, Zenz W, Kohlfürst DS, Schweintzger N, Van der Flier M, de Groot R, Schlapbach LJ, Agyeman P, Pollard AJ, Fink C, Kuijpers TT, Anderson S, Von Both U, Pokorn M, Zavadska D, Tsolia M, Moll HA, Vermont C, Levin M, Martinón-Torres F, Salas A. A diagnostic host-specific transcriptome response for Mycoplasma pneumoniae pneumonia to guide pediatric patient treatment. Nat Commun 2025; 16:673. [PMID: 39809748 PMCID: PMC11733158 DOI: 10.1038/s41467-025-55932-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Accepted: 01/05/2025] [Indexed: 01/16/2025] Open
Abstract
Mycoplasma pneumoniae causes atypical pneumonia in children and young adults. Its lack of a cell wall makes it resistant to beta-lactams, which are the first-line treatment for typical pneumonia. Current diagnostic tests are time-consuming and have low specificity, leading clinicians to administer empirical antibiotics. Using a LASSO regression simulation approach and blood microarray data from 107 children with pneumonia (including 30 M. pneumoniae) we identify eight different transcriptomic signatures, ranging from 3-10 transcripts, that differentiate mycoplasma pneumonia from other bacterial/viral pneumonias with high accuracy (AUC: 0.84-0.95). Additionally, we demonstrate that existing signatures for broadly distinguishing viral/bacterial infections and viral/bacterial pneumonias are ineffective in distinguishing M. pneumoniae from viral pneumonia. The new signatures are successfully validated in an independent RNAseq cohort of children with pneumonia, demonstrating their robustness. The high sensibility of these signatures presents a valuable opportunity to guide the treatment and management of M. pneumoniae pneumonia patients.
Collapse
Affiliation(s)
- Sandra Viz-Lasheras
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, 15782, Calle San Francisco sn, Galicia, Spain
- Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Alberto Gómez-Carballa
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, 15782, Calle San Francisco sn, Galicia, Spain
- Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Xabier Bello
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, 15782, Calle San Francisco sn, Galicia, Spain
- Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Irene Rivero-Calle
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, 15706 Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
| | - Ana Isabel Dacosta
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, 15706 Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
| | - Myrsini Kaforou
- Department of Infectious Disease, Imperial College London, London, W2 1PG, UK
| | | | - Aubrey J Cunnington
- Department of Infectious Disease, Imperial College London, London, W2 1PG, UK
| | - Marieke Emonts
- Paediatric Immunology, Infectious Diseases & Allergy, Great North Children's Hospital, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, NE1 4LP, UK
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, NE2 4HH, UK
- NIHR Newcastle Biomedical Research Centre based at Newcastle upon Tyne Hospitals NHS Trust and Newcastle University, Newcastle upon Tyne, NE4 5PL, UK
| | - Jethro A Herberg
- Department of Infectious Disease, Imperial College London, London, W2 1PG, UK
| | - Victoria J Wright
- Department of Infectious Disease, Imperial College London, London, W2 1PG, UK
| | - Enitan D Carrol
- Department of Infectious Diseases, Alder Hey Children's NHS Foundation Trust, Liverpool, L12 2AP, UK
- Department of Clinical Infection, Microbiology and Immunology, Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7BE, UK
| | - Stephane C Paulus
- Department of Paediatrics, University of Oxford and the NIHR Oxford Biomedical Research Centre, Oxford, OX3 9DU, UK
| | - Werner Zenz
- Department of General Paediatrics, Medical University of Graz, Graz, Auenbruggerplatz 34/2, 8036, Graz, Austria
| | - Daniela S Kohlfürst
- Department of General Paediatrics, Medical University of Graz, Graz, Auenbruggerplatz 34/2, 8036, Graz, Austria
| | - Nina Schweintzger
- Department of General Paediatrics, Medical University of Graz, Graz, Auenbruggerplatz 34/2, 8036, Graz, Austria
| | - Michiel Van der Flier
- Pediatric Infectious Diseases and Immunology, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht, 3508 AB, The Netherlands
- Pediatric Infectious Diseases and Immunology, Amalia Children's Hospital, and Section Pediatric Infectious Diseases, Laboratory of Medical Immunology, Department of Laboratory Medicine, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
| | - Ronald de Groot
- Pediatric Infectious Diseases and Immunology, Amalia Children's Hospital, and Section Pediatric Infectious Diseases, Laboratory of Medical Immunology, Department of Laboratory Medicine, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen, 6500 HB, The Netherlands
| | - Luregn J Schlapbach
- Department of Intensive Care and Neonatology, and Children's Research Center, University Children's Hospital Zürich, University of Zürich, Zürich, Switzerland
| | - Philipp Agyeman
- Department of Pediatrics, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Andrew J Pollard
- Department of Paediatrics, University of Oxford and the NIHR Oxford Biomedical Research Centre, Oxford, OX3 9DU, UK
| | - Colin Fink
- Micropathology Ltd, University of Warwick, Warwick, CV4 7EZ, UK
| | - Taco T Kuijpers
- Division of Pediatric Immunology, Rheumatology and Infectious diseases, Emma Children's Hospital, Amsterdam Univiersyt Medical Center (Amsterdam UMC), Amsterdam, 1105 AZ, The Netherlands
| | - Suzanne Anderson
- Medical Research Council Unit at the London School of Hygene & Tropical Medicine, Banjul, The Gambia
| | - Ulrich Von Both
- Infectious Diseases, Department of Pediatrics, Dr von Hauner Children's Hospital, University Hospital, LMU Munich, Munich, Germany
| | - Marko Pokorn
- Division of Paediatrics, University Medical Centre Ljubljana and Medical Faculty, University of Ljubljana, Ljubljana, Slovenia
| | - Dace Zavadska
- Children's Clinical University Hospital, Rīga Stradins University, Rïga, Latvia
| | - María Tsolia
- Second Department of Paediatrics, National and Kapodistrian University of Athens (NKUA), School of Medicine, Panagiotis & Aglaia, Kyriakou Children's Hospital, Athens, Greece
| | - Henriëtte A Moll
- Department of Paediatric Infectious Diseases and Immunology, Erasmus MC Sophia Children's Hospital, Rotterdam, Netherlands
| | - Clementien Vermont
- Department of Paediatric Infectious Diseases and Immunology, Erasmus MC Sophia Children's Hospital, Rotterdam, Netherlands
| | - Michael Levin
- Department of Infectious Disease, Imperial College London, London, W2 1PG, UK
| | - Federico Martinón-Torres
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
- Translational Pediatrics and Infectious Diseases, Department of Pediatrics, 15706 Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Galicia, Spain
| | - Antonio Salas
- Unidade de Xenética, Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, 15782, Calle San Francisco sn, Galicia, Spain.
- Genética de Poblaciones en Biomedicina (GenPoB) Research Group, Instituto de Investigación Sanitaria (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain.
- Genetics, Vaccines and Infections Research Group (GenViP), Instituto de Investigación Sanitaria de Santiago (IDIS), 15706 Hospital Clínico Universitario de Santiago (SERGAS), Galicia, Spain.
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain.
| |
Collapse
|
3
|
Sidhu JK, Siggins MK, Liew F, Russell CD, Uruchurtu ASS, Davis C, Turtle L, Moore SC, Hardwick HE, Oosthuyzen W, Thomson EC, Semple MG, Baillie JK, Openshaw PJM, Thwaites RS. Delayed Mucosal Antiviral Responses Despite Robust Peripheral Inflammation in Fatal COVID-19. J Infect Dis 2024; 230:e17-e29. [PMID: 38134401 PMCID: PMC11272059 DOI: 10.1093/infdis/jiad590] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 12/07/2023] [Accepted: 12/21/2023] [Indexed: 12/24/2023] Open
Abstract
BACKGROUND While inflammatory and immune responses to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection in peripheral blood are extensively described, responses at the upper respiratory mucosal site of initial infection are relatively poorly defined. We sought to identify mucosal cytokine/chemokine signatures that distinguished coronavirus disease 2019 (COVID-19) severity categories, and relate these to disease progression and peripheral inflammation. METHODS We measured 35 cytokines and chemokines in nasal samples from 274 patients hospitalized with COVID-19. Analysis considered the timing of sampling during disease, as either the early (0-5 days after symptom onset) or late (6-20 days after symptom onset) phase. RESULTS Patients that survived severe COVID-19 showed interferon (IFN)-dominated mucosal immune responses (IFN-γ, CXCL10, and CXCL13) early in infection. These early mucosal responses were absent in patients who would progress to fatal disease despite equivalent SARS-CoV-2 viral load. Mucosal inflammation in later disease was dominated by interleukin 2 (IL-2), IL-10, IFN-γ, and IL-12p70, which scaled with severity but did not differentiate patients who would survive or succumb to disease. Cytokines and chemokines in the mucosa showed distinctions from responses evident in the peripheral blood, particularly during fatal disease. CONCLUSIONS Defective early mucosal antiviral responses anticipate fatal COVID-19 but are not associated with viral load. Early mucosal immune responses may define the trajectory of severe COVID-19.
Collapse
Affiliation(s)
- Jasmin K Sidhu
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Matthew K Siggins
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Felicity Liew
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Clark D Russell
- Centre for Inflammation Research, University of Edinburgh, Edinburgh, United Kingdom
| | - Ashley S S Uruchurtu
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Christopher Davis
- Medical Research Council Centre for Virus Research, University of Glasgow, Glasgow, United Kingdom
| | - Lance Turtle
- Department of Clinical Infection, Microbiology, and Immunology, University of Liverpool, Liverpool, United Kingdom
- Tropical and Infectious Disease Unit, Liverpool University Hospitals NHS Foundation Trust, Liverpool Health Partners, Liverpool, United Kingdom
| | - Shona C Moore
- Department of Clinical Infection, Microbiology, and Immunology, University of Liverpool, Liverpool, United Kingdom
| | - Hayley E Hardwick
- Department of Clinical Infection, Microbiology, and Immunology, University of Liverpool, Liverpool, United Kingdom
| | - Wilna Oosthuyzen
- Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom
| | - Emma C Thomson
- Medical Research Council Centre for Virus Research, University of Glasgow, Glasgow, United Kingdom
- Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Malcolm G Semple
- National Institute for Health and Care Research Health Protection Research Unit in Emerging and Zoonotic Infections, Institute of Infection, Veterinary, and Ecological Sciences, Faculty of Health and Life Sciences, University of Liverpool, Liverpool, United Kingdom
- Respiratory Medicine, Alder Hey Children's Hospital, Liverpool, United Kingdom
| | - J Kenneth Baillie
- Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom
- Intensive Care Unit, Royal Infirmary Edinburgh, Edinburgh, United Kingdom
| | - Peter J M Openshaw
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Ryan S Thwaites
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| |
Collapse
|
4
|
Halvorsen B, Viermyr HK, Ueland T, Sagen EL, Michelsen AE, Bjerkeli V, Tveita AA, Henriksen KN, Kåsine T, Dyrhol-Riise AM, Trøseid M, Dahl TB, Aukrust P, Gregersen I. IL-22 is increased in hospitalized patients with COVID-19 and associates with cardiac involvement. J Infect 2024; 89:106176. [PMID: 38719108 DOI: 10.1016/j.jinf.2024.106176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Accepted: 05/02/2024] [Indexed: 05/16/2024]
Affiliation(s)
- Bente Halvorsen
- Research Institute for Internal Medicine, Oslo University Hospital Rikshospitalet, 0027 Oslo, Norway; Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, 0318 Oslo, Norway
| | - Hans-Kittil Viermyr
- Research Institute for Internal Medicine, Oslo University Hospital Rikshospitalet, 0027 Oslo, Norway
| | - Thor Ueland
- Research Institute for Internal Medicine, Oslo University Hospital Rikshospitalet, 0027 Oslo, Norway; Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, 0318 Oslo, Norway; Thrombosis Research Center (TREC), Division of internal medicine, University hospital of North Norway, Tromsø Norway
| | - Ellen L Sagen
- Research Institute for Internal Medicine, Oslo University Hospital Rikshospitalet, 0027 Oslo, Norway
| | - Annika E Michelsen
- Research Institute for Internal Medicine, Oslo University Hospital Rikshospitalet, 0027 Oslo, Norway; Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, 0318 Oslo, Norway
| | - Vigdis Bjerkeli
- Research Institute for Internal Medicine, Oslo University Hospital Rikshospitalet, 0027 Oslo, Norway
| | - Anders A Tveita
- Department of Internal Medicine, Bærum Hospital, Vestre Viken Hospital Trust, 1346 Gjettum, Norway; Division of Laboratory Medicine, Department of Immunology, Oslo University Hospital, 0424 Oslo, Norway
| | - Katerina N Henriksen
- Department of Hematology, Oslo University Hospital, Oslo, Norway; Hospital Pharmacies, South-Eastern Norway Enterprise, Oslo, Norway
| | - Trine Kåsine
- Department of Anaesthesia and Intensive Care Medicine, Oslo University Hospital, Oslo, Norway
| | - Anne Ma Dyrhol-Riise
- Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, 0318 Oslo, Norway; Department of Infectious Diseases, Oslo University Hospital, Ullevål, Oslo, Norway
| | - Marius Trøseid
- Research Institute for Internal Medicine, Oslo University Hospital Rikshospitalet, 0027 Oslo, Norway; Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, 0318 Oslo, Norway; Section of Clinical Immunology and Infectious Diseases, Oslo University Hospital, Oslo, Norway
| | - Tuva B Dahl
- Research Institute for Internal Medicine, Oslo University Hospital Rikshospitalet, 0027 Oslo, Norway; Department of Acute Medicine, Oslo University Hospital, Oslo, Norway
| | - Pål Aukrust
- Research Institute for Internal Medicine, Oslo University Hospital Rikshospitalet, 0027 Oslo, Norway; Faculty of Medicine, Institute of Clinical Medicine, University of Oslo, 0318 Oslo, Norway; Section of Clinical Immunology and Infectious Diseases, Oslo University Hospital, Oslo, Norway
| | - Ida Gregersen
- Research Institute for Internal Medicine, Oslo University Hospital Rikshospitalet, 0027 Oslo, Norway.
| |
Collapse
|